Simple dummy variable model Assignment Help

Assignment Help: >> Dummy variable models - Simple dummy variable model

Simple dummy variable model:

Let us now consider  the following model as an example of the ANCOVA model  

1790_Simple dummy variable model.png

Model is similar to except that it contains a quantitative variable (years of teaching) in addition to the qualitative variable (gender of the teacher) which has two categories  namely,  male and  female. Thus  the  model  has two explanatory variables one qualitative  and one quantitative.

What does model meanlimply? Assuming, as usual, E(ui) = 0,  we see  that the mean  salary of a female school teacher is

1472_Simple dummy variable model1.png

and the mean salary of male school teacher is

275_Simple dummy variable model2.png

From  the model  (10.5) we  see that the male  and  female school  teachers'  salary function in relation to the years of experience have  the same slope (y)  but different intercepts. In other words, in the model, it is assumed that the level of mean salary of male  school teacher is different from that of his'female counterpart but  the rate of change in the mean salary by years of experience (represented by  the slope  term y)  is same  for both male and  female  school  teachers. Geometrically we  can  represent models 6 as shown  in  Fig.  (in  the figure a is assumed  to  be greater than zero, i.e., a >  0).

1077_Simple dummy variable model3.png

Just as  in  regression here also one can use the t-test to test for the hypothesis that male and female school teachers have the same mean annual salary.

Important features of the dummy variables
Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd